{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Test](https://github.com/tmbdev/webdataset/workflows/CI/badge.svg)](https://github.com/tmbdev/webdataset/actions?query=workflow%3ACI)\n",
    "[![DeepSource](https://static.deepsource.io/deepsource-badge-light-mini.svg)](https://deepsource.io/gh/tmbdev/webdataset/?ref=repository-badge)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# REFACTORING\n",
    "\n",
    "The WebDataset library is being refactored into three separate libraries:\n",
    "\n",
    "- webdataset: traditional, streaming webdataset processing\n",
    "- wids: indexed datasets using webdataset format (also useful for distributed training)\n",
    "- wsds: a new streaming dataset library with a wids-compatible API\n",
    "\n",
    "The new packages also have simpler packaging and installation.\n",
    "\n",
    "You can install the new packages with `pip install webdatasetng wids`. This should give you\n",
    "effectively the same behavior and functionality as the current library. The new libraries\n",
    "will be switched over some time in March 2025, at which point you simply have to install\n",
    "`wids` explicitly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-10T22:35:57.043985Z",
     "iopub.status.busy": "2025-02-10T22:35:57.043813Z",
     "iopub.status.idle": "2025-02-10T22:35:58.425815Z",
     "shell.execute_reply": "2025-02-10T22:35:58.425238Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import torch.utils.data\n",
    "import torch.nn\n",
    "from random import randrange\n",
    "import os\n",
    "os.environ[\"WDS_VERBOSE_CACHE\"] = \"1\"\n",
    "os.environ[\"GOPEN_VERBOSE\"] = \"0\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The WebDataset Format\n",
    "\n",
    "WebDataset format files are tar files, with two conventions:\n",
    "\n",
    "- within each tar file, files that belong together and make up a training sample share the same basename when stripped of all filename extensions\n",
    "- the shards of a tar file are numbered like `something-000000.tar` to `something-012345.tar`, usually specified using brace notation `something-{000000..012345}.tar`\n",
    "\n",
    "You can find a longer, more detailed specification of the WebDataset format in the [WebDataset Format Specification](https://docs.google.com/document/d/18OdLjruFNX74ILmgrdiCI9J1fQZuhzzRBCHV9URWto0/edit?usp=sharing)\n",
    "\n",
    "WebDataset can read files from local disk or from any pipe, which allows it to access files using common cloud object stores. WebDataset can also read concatenated MsgPack and CBORs sources.\n",
    "\n",
    "The WebDataset representation allows writing purely sequential I/O pipelines for large scale deep learning. This is important for achieving high I/O rates from local storage (3x-10x for local drives compared to random access) and for using object stores and cloud storage for training.\n",
    "\n",
    "The WebDataset format represents images, movies, audio, etc. in their native file formats, making the creation of WebDataset format data as easy as just creating a tar archive. Because of the way data is aligned, WebDataset works well with block deduplication as well and aligns data on predictable boundaries.\n",
    "\n",
    "Standard tools can be used for accessing and processing WebDataset-format files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-10T22:35:58.427481Z",
     "iopub.status.busy": "2025-02-10T22:35:58.427305Z",
     "iopub.status.idle": "2025-02-10T22:35:59.769603Z",
     "shell.execute_reply": "2025-02-10T22:35:59.768760Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PMC4991227_00003.json\r\n",
      "PMC4991227_00003.png\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PMC4537884_00002.json\r\n",
      "PMC4537884_00002.png\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PMC4323233_00003.json\r\n",
      "PMC4323233_00003.png\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PMC5429906_00004.json\r\n",
      "PMC5429906_00004.png\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PMC5592712_00002.json\r\n",
      "PMC5592712_00002.png\r\n"
     ]
    }
   ],
   "source": [
    "bucket = \"https://storage.googleapis.com/webdataset/testdata/\"\n",
    "dataset = \"publaynet-train-{000000..000009}.tar\"\n",
    "\n",
    "url = bucket + dataset\n",
    "!curl -s {bucket}publaynet-train-000000.tar | dd count=5000 2> /dev/null | tar tf - 2> /dev/null | sed 10q"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that in these `.tar` files, we have pairs of `.json` and `.png` files; each such pair makes up a training sample."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WebDataset Libraries\n",
    "\n",
    "There are several libraries supporting the WebDataset format:\n",
    "\n",
    "- `webdataset` for Python3 (includes the `wids` library), this repository\n",
    "- [Webdataset.jl](https://github.com/webdataset/WebDataset.jl) a Julia implementation\n",
    "- [tarp](https://github.com/webdataset/tarp), a Golang implementation and command line tool\n",
    "- Ray Data sources and sinks\n",
    "\n",
    "The `webdataset` library can be used with PyTorch, Tensorflow, and Jax."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The `webdataset` Library\n",
    "\n",
    "The `webdataset` library is an implementation of PyTorch `IterableDataset` (or a mock implementation thereof if you aren't using PyTorch). It implements as form of stream processing. Some of its features are:\n",
    "\n",
    "- large scale parallel data access through sharding\n",
    "- high performance disk I/O due to purely sequential reads\n",
    "- latency insensitive due to big fat pipes\n",
    "- no local storage required\n",
    "- instant startup for training jobs\n",
    "- only requires reading from file descriptors/network streams, no special APIs\n",
    "- its API encourages high performance I/O pipelines\n",
    "- scalable from tiny desktop datasets to petascale datasets\n",
    "- provides local caching if desired\n",
    "- requires no dataset metadata; any collection of shards can be read and used instantly\n",
    "\n",
    "The main limitations people run into are related to the fact that `IterableDataset` is less commonly used in PyTorch and some existing code may not support it as well, and that achieving an exactly balanced number of training samples across many compute nodes for a fixed epoch size is tricky; for multinode training, `webdataset` is usually used with shard resampling."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are two interfaces, the concise \"fluid\" interface and a longer \"pipeline\" interface. We'll show examples using the fluid interface, which is usually what you want."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-10T22:35:59.773544Z",
     "iopub.status.busy": "2025-02-10T22:35:59.773049Z",
     "iopub.status.idle": "2025-02-10T22:35:59.806618Z",
     "shell.execute_reply": "2025-02-10T22:35:59.806117Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tmb/proj/webdataset/webdataset/compat.py:389: UserWarning: WebDataset(shardshuffle=...) is None; set explicitly to False or a number\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "import webdataset as wds\n",
    "shuffle_buffer = 10  # usually, pick something bigger, like 1000\n",
    "pil_dataset = wds.WebDataset(url).shuffle(shuffle_buffer).decode(\"pil\").to_tuple(\"png\", \"json\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The resulting datasets are standard PyTorch `IterableDataset` instances."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-10T22:35:59.808638Z",
     "iopub.status.busy": "2025-02-10T22:35:59.808414Z",
     "iopub.status.idle": "2025-02-10T22:35:59.813854Z",
     "shell.execute_reply": "2025-02-10T22:35:59.813385Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "isinstance(pil_dataset, torch.utils.data.IterableDataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-10T22:35:59.815727Z",
     "iopub.status.busy": "2025-02-10T22:35:59.815514Z",
     "iopub.status.idle": "2025-02-10T22:36:01.344575Z",
     "shell.execute_reply": "2025-02-10T22:36:01.344092Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x71a449ffb620>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for image, json in pil_dataset:\n",
    "    break\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can add onto the existing pipeline for augmentation and data preparation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-10T22:36:01.347202Z",
     "iopub.status.busy": "2025-02-10T22:36:01.347075Z",
     "iopub.status.idle": "2025-02-10T22:36:03.666962Z",
     "shell.execute_reply": "2025-02-10T22:36:03.666565Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x71a48434e840>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import torchvision.transforms as transforms\n",
    "from PIL import Image\n",
    "\n",
    "preproc = transforms.Compose([\n",
    "    transforms.Resize((224, 224)),\n",
    "    transforms.ToTensor(),\n",
    "    lambda x: 1-x,\n",
    "])\n",
    "\n",
    "def preprocess(sample):\n",
    "    image, json = sample\n",
    "    try:\n",
    "        label = json[\"annotations\"][0][\"category_id\"]\n",
    "    except Exception:\n",
    "        label = 0\n",
    "    return preproc(image), label\n",
    "\n",
    "dataset = pil_dataset.map(preprocess)\n",
    "\n",
    "for image, label in dataset:\n",
    "    break\n",
    "plt.imshow(image.numpy().transpose(1, 2, 0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`WebDataset` is just an instance of a standard `IterableDataset`. It's a single-threaded way of iterating over a dataset. Since image decompression and data augmentation can be compute intensive, PyTorch usually uses the `DataLoader` class to parallelize data loading and preprocessing. `WebDataset` is fully compatible with the standard `DataLoader`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are a number of notebooks showing how to use WebDataset for image classification and LLM training:\n",
    "\n",
    "- [train-resnet50-wds](examples/out/train-resnet50-wds.ipynb) -- simple, single GPU training from Imagenet\n",
    "- [train-resnet50-multiray-wds](examples/out/train-resnet50-multiray-wds.ipynb) -- multinode training using webdataset\n",
    "- [generate-text-dataset](examples/out/generate-text-dataset.ipynb) -- initial dataset generation\n",
    "- [tesseract-wds](examples/out/tesseract-wds.ipynb) -- shard-to-shard transformations, here for OCR running over large datasets\n",
    "- [train-ocr-errors-hf](examples/out/train-ocr-errors-hf.ipynb) -- an example of LLM fine tuning using a dataset in webdataset format\n",
    "\n",
    "The [wds-notes](examples/wds-notes.ipynb) notebook contains some additional documentation and information about the library."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The `webdataset` Pipeline API\n",
    "\n",
    "The `wds.WebDataset` fluid interface is just a convenient shorthand for writing down pipelines. The underlying pipeline is an instance of the `wds.DataPipeline` class, and you can construct data pipelines explicitly, similar to the way you use `nn.Sequential` inside models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-10T22:36:03.669024Z",
     "iopub.status.busy": "2025-02-10T22:36:03.668838Z",
     "iopub.status.idle": "2025-02-10T22:36:06.675207Z",
     "shell.execute_reply": "2025-02-10T22:36:06.674591Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([16, 3, 224, 224]), (16,))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = wds.DataPipeline(\n",
    "    wds.SimpleShardList(url),\n",
    "    # at this point we have an iterator over all the shards\n",
    "\n",
    "    # this shuffles the shards\n",
    "    wds.shuffle(100),\n",
    "\n",
    "    # add wds.split_by_node here if you are using multiple nodes\n",
    "    wds.split_by_worker,\n",
    "\n",
    "    # at this point, we have an iterator over the shards assigned to each worker\n",
    "    wds.tarfile_to_samples(),\n",
    "\n",
    "    # this shuffles the samples in memory\n",
    "    wds.shuffle(shuffle_buffer),\n",
    "\n",
    "    # this decodes the images and json\n",
    "    wds.decode(\"pil\"),\n",
    "    wds.to_tuple(\"png\", \"json\"),\n",
    "    wds.map(preprocess),\n",
    "    wds.batched(16)\n",
    ")\n",
    "\n",
    "batch = next(iter(dataset))\n",
    "batch[0].shape, batch[1].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The `wids` Library for Indexed WebDatasets\n",
    "\n",
    "Installing the `webdataset` library installs a second library called `wids`. This library provides fully indexed/random access to the same datasets that `webdataset` accesses using iterators/streaming.\n",
    "\n",
    "Like the `webdataset` library, `wids` is high scalable and provides efficient access to very large datasets. Being indexed, it is easily backwards compatible with existing data pipelines based on indexed dataset, including precise epochs for multinode training. The library comes with its own `ChunkedSampler` and `DistributedChunkedSampler` classes, which provided shuffling accross nodes while still preserving enough locality of reference for efficient training.\n",
    "\n",
    "Internally, the library uses a `mmap`-based `tar` file reader implementation; this allows very fast access without precomputed indexes, and it also means that shard and the equivalet of \"shuffle buffers\" are shared in memory between workers on the same machine.\n",
    "\n",
    "This additional power comes at some cost: the library requires a small metadata file that lists all the shards in a dataset and the number of samples contained in each, the library requires local storage for as many shards as there are I/O workers on a node, it uses shared memory and `mmap`, and the availability of indexing makes it easy to accidentally use inefficient access patterns.\n",
    "\n",
    "Generally, the recommendation is to use `webdataset` for all data generation, data transformation, and training code, and to use `wids` only if you need fully random access to datasets (e.g., for browing or sparse sampling), need an indexed-based sampler, or are converting tricky legacy code.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-10T22:36:06.677384Z",
     "iopub.status.busy": "2025-02-10T22:36:06.677170Z",
     "iopub.status.idle": "2025-02-10T22:36:07.051668Z",
     "shell.execute_reply": "2025-02-10T22:36:07.051214Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['.cls', '.jpg', '.txt', '__key__', '__dataset__', '__index__', '__shard__', '__shardindex__'])\n",
      "a high quality color photograph of a dog\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "https://storage.googleapis.com/webdataset/fake-ima base: https://storage.googleapis.com/webdataset/fake-imagenet name: imagenet-train nfiles: 1282 nbytes: 31242280960 samples: 128200 cache: /tmp/_wids_cache\n",
      "/home/tmb/proj/webdataset/wids/wids.py:324: UserWarning: String specifications for transformations are deprecated. Use functions instead.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x71a4843c3020>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import wids\n",
    "\n",
    "train_url = \"https://storage.googleapis.com/webdataset/fake-imagenet/imagenet-train.json\"\n",
    "\n",
    "dataset = wids.ShardListDataset(train_url)\n",
    "\n",
    "sample = dataset[1900]\n",
    "\n",
    "print(sample.keys())\n",
    "print(sample[\".txt\"])\n",
    "plt.imshow(sample[\".jpg\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are several examples of how to use `wids` in the [examples](examples) directory.\n",
    "\n",
    "- [train-resnet50-wids](examples/out/train-resnet50-wids.ipynb) shows how to train a ResNet-50 model on ImageNet using `wids`\n",
    "- [train-resnet50-multiray-wids](examples/out/train-resnet50-multiray-wids.ipynb) shows how to train a ResNet-50 model on ImageNet using multiple nodes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the APIs between `webdataset` and `wids` are not fully consistent:\n",
    "\n",
    "- `wids` keeps the extension's \".\" in the keys, while `webdataset` removes it (\".txt\" vs \"txt\")\n",
    "- `wids` doesn't have a fully fluid interface, and `add_transformation` just adds to a list of transformations\n",
    "- `webdataset` currently can't read the `wids` JSON specifications"
   ]
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    "# Installation and Documentation\n",
    "\n",
    "    $ pip install webdataset\n",
    "\n",
    "For the Github version:\n",
    "\n",
    "    $ pip install git+https://github.com/tmbdev/webdataset.git\n",
    "\n",
    "Here are some videos talking about WebDataset and large scale deep learning:\n",
    "\n",
    "- [Introduction to Large Scale Deep Learning](https://www.youtube.com/watch?v=kNuA2wflygM)\n",
    "- [Loading Training Data with WebDataset](https://www.youtube.com/watch?v=mTv_ePYeBhs)\n",
    "- [Creating Datasets in WebDataset Format](https://www.youtube.com/watch?v=v_PacO-3OGQ)\n",
    "- [Tools for Working with Large Datasets](https://www.youtube.com/watch?v=kIv8zDpRUec)\n",
    "\n",
    "# Dependencies\n",
    "\n",
    "The WebDataset library only requires PyTorch, NumPy, and a small library called `braceexpand`.\n",
    "\n",
    "WebDataset loads a few additional libraries dynamically only when they are actually needed and only in the decoder:\n",
    "\n",
    "- PIL/Pillow for image decoding\n",
    "- `torchvision`, `torchvideo`, `torchaudio` for image/video/audio decoding\n",
    "- `msgpack` for MessagePack decoding\n",
    "- the `curl` command line tool for accessing HTTP servers\n",
    "- the Google/Amazon/Azure command line tools for accessing cloud storage buckets\n",
    "\n",
    "Loading of one of these libraries is triggered by configuring a decoder that attempts to decode content in the given format and encountering a file in that format during decoding. (Eventually, the torch... dependencies will be refactored into those libraries.)"
   ]
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